Profile Report

Dataset statistics

Number of variables	33
Number of observations	10000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.3 MiB
Average record size in memory	243.1 B

Variable types

Numeric	21
Text	1
Categorical	11

Alerts

`balance_indicator` is highly imbalanced (54.1%)	Imbalance
`balance_salary_ratio` is highly skewed (γ1 = 94.26402235)	Skewed
`credit_salary_ratio` is highly skewed (γ1 = 87.24290193)	Skewed
`row_number` is uniformly distributed	Uniform
`row_number` has unique values	Unique
`customer_id` has unique values	Unique
`customer_value_normalized` has unique values	Unique
`credit_salary_ratio` has unique values	Unique
`tenure` has 413 (4.1%) zeros	Zeros
`balance` has 3617 (36.2%) zeros	Zeros
`balance_sqrt` has 3617 (36.2%) zeros	Zeros
`age_balance` has 3617 (36.2%) zeros	Zeros
`balance_salary_ratio` has 3617 (36.2%) zeros	Zeros
`tenure_age_ratio` has 413 (4.1%) zeros	Zeros

Reproduction

Analysis started	2024-04-29 18:52:36.904183
Analysis finished	2024-04-29 18:52:57.704854
Duration	20.8 seconds
Software version	ydata-profiling vv4.7.0
Download configuration	config.json

row_number
Real number (ℝ)

UNIFORM UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5000.5

Minimum	1
Maximum	10000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	1
5-th percentile	500.95
Q1	2500.75
median	5000.5
Q3	7500.25
95-th percentile	9500.05
Maximum	10000
Range	9999
Interquartile range (IQR)	4999.5

Descriptive statistics

Standard deviation	2886.8957
Coefficient of variation (CV)	0.5773214
Kurtosis	-1.2
Mean	5000.5
Median Absolute Deviation (MAD)	2500
Skewness	0
Sum	50005000
Variance	8334166.7
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	< 0.1%
6671	1	< 0.1%
6664	1	< 0.1%
6665	1	< 0.1%
6666	1	< 0.1%
6667	1	< 0.1%
6668	1	< 0.1%
6669	1	< 0.1%
6670	1	< 0.1%
6672	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
10000	1	< 0.1%
9999	1	< 0.1%
9998	1	< 0.1%
9997	1	< 0.1%
9996	1	< 0.1%
9995	1	< 0.1%
9994	1	< 0.1%
9993	1	< 0.1%
9992	1	< 0.1%
9991	1	< 0.1%

customer_id
Real number (ℝ)

UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15690941

Minimum	15565701
Maximum	15815690
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	15565701
5-th percentile	15578824
Q1	15628528
median	15690738
Q3	15753234
95-th percentile	15803034
Maximum	15815690
Range	249989
Interquartile range (IQR)	124705.5

Descriptive statistics

Standard deviation	71936.186
Coefficient of variation (CV)	0.0045845681
Kurtosis	-1.1961125
Mean	15690941
Median Absolute Deviation (MAD)	62432.5
Skewness	0.0011491459
Sum	1.5690941 × 10¹¹
Variance	5.1748149 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15634602	1	< 0.1%
15667932	1	< 0.1%
15766185	1	< 0.1%
15667632	1	< 0.1%
15599024	1	< 0.1%
15798709	1	< 0.1%
15741921	1	< 0.1%
15793671	1	< 0.1%
15797900	1	< 0.1%
15795933	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15565701	1	< 0.1%
15565706	1	< 0.1%
15565714	1	< 0.1%
15565779	1	< 0.1%
15565796	1	< 0.1%
15565806	1	< 0.1%
15565878	1	< 0.1%
15565879	1	< 0.1%
15565891	1	< 0.1%
15565996	1	< 0.1%

Value	Count	Frequency (%)
15815690	1	< 0.1%
15815660	1	< 0.1%
15815656	1	< 0.1%
15815645	1	< 0.1%
15815628	1	< 0.1%
15815626	1	< 0.1%
15815615	1	< 0.1%
15815560	1	< 0.1%
15815552	1	< 0.1%
15815534	1	< 0.1%

surname
Text

Distinct	2932
Distinct (%)	29.3%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Length

Max length	23
Median length	16
Mean length	6.4349
Min length	2

Characters and Unicode

Total characters	64349
Distinct characters	55
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1558 ?
Unique (%)	15.6%

Sample

1st row	Hargrave
2nd row	Hill
3rd row	Onio
4th row	Boni
5th row	Mitchell

Value	Count	Frequency (%)
lo	33	0.3%
smith	32	0.3%
martin	29	0.3%
scott	29	0.3%
walker	28	0.3%
brown	26	0.3%
yeh	25	0.2%
shih	25	0.2%
genovese	25	0.2%
maclean	24	0.2%
Other values (2931)	9779	97.3%

Most occurring characters

Value	Count	Frequency (%)
a	5799	9.0%
e	5764	9.0%
n	5235	8.1%
o	4905	7.6%
i	4491	7.0%
r	3547	5.5%
l	2921	4.5%
s	2592	4.0%
u	2552	4.0%
h	2150	3.3%
Other values (45)	24393	37.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	64349	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	5799	9.0%
e	5764	9.0%
n	5235	8.1%
o	4905	7.6%
i	4491	7.0%
r	3547	5.5%
l	2921	4.5%
s	2592	4.0%
u	2552	4.0%
h	2150	3.3%
Other values (45)	24393	37.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	64349	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	5799	9.0%
e	5764	9.0%
n	5235	8.1%
o	4905	7.6%
i	4491	7.0%
r	3547	5.5%
l	2921	4.5%
s	2592	4.0%
u	2552	4.0%
h	2150	3.3%
Other values (45)	24393	37.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	64349	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	5799	9.0%
e	5764	9.0%
n	5235	8.1%
o	4905	7.6%
i	4491	7.0%
r	3547	5.5%
l	2921	4.5%
s	2592	4.0%
u	2552	4.0%
h	2150	3.3%
Other values (45)	24393	37.9%

credit_score
Real number (ℝ)

Distinct	460
Distinct (%)	4.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	650.5288

Minimum	350
Maximum	850
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	350
5-th percentile	489
Q1	584
median	652
Q3	718
95-th percentile	812
Maximum	850
Range	500
Interquartile range (IQR)	134

Descriptive statistics

Standard deviation	96.653299
Coefficient of variation (CV)	0.14857651
Kurtosis	-0.42572568
Mean	650.5288
Median Absolute Deviation (MAD)	67
Skewness	-0.071606608
Sum	6505288
Variance	9341.8602
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
850	233	2.3%
678	63	0.6%
655	54	0.5%
705	53	0.5%
667	53	0.5%
684	52	0.5%
670	50	0.5%
651	50	0.5%
683	48	0.5%
652	48	0.5%
Other values (450)	9296	93.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
350	5	0.1%
351	1	< 0.1%
358	1	< 0.1%
359	1	< 0.1%
363	1	< 0.1%
365	1	< 0.1%
367	1	< 0.1%
373	1	< 0.1%
376	2	< 0.1%
382	1	< 0.1%

Value	Count	Frequency (%)
850	233	2.3%
849	8	0.1%
848	5	0.1%
847	6	0.1%
846	5	0.1%
845	6	0.1%
844	7	0.1%
843	2	< 0.1%
842	7	0.1%
841	12	0.1%

geography
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

France	5014
Germany	2509
Spain	2477

Length

Max length	7
Median length	6
Mean length	6.0032
Min length	5

Characters and Unicode

Total characters	60032
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	France
2nd row	Spain
3rd row	France
4th row	France
5th row	Spain

Common Values

Value	Count	Frequency (%)
France	5014	50.1%
Germany	2509	25.1%
Spain	2477	24.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
france	5014	50.1%
germany	2509	25.1%
spain	2477	24.8%

Most occurring characters

Value	Count	Frequency (%)
a	10000	16.7%
n	10000	16.7%
r	7523	12.5%
e	7523	12.5%
F	5014	8.4%
c	5014	8.4%
G	2509	4.2%
m	2509	4.2%
y	2509	4.2%
S	2477	4.1%
Other values (2)	4954	8.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	60032	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	10000	16.7%
n	10000	16.7%
r	7523	12.5%
e	7523	12.5%
F	5014	8.4%
c	5014	8.4%
G	2509	4.2%
m	2509	4.2%
y	2509	4.2%
S	2477	4.1%
Other values (2)	4954	8.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	60032	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	10000	16.7%
n	10000	16.7%
r	7523	12.5%
e	7523	12.5%
F	5014	8.4%
c	5014	8.4%
G	2509	4.2%
m	2509	4.2%
y	2509	4.2%
S	2477	4.1%
Other values (2)	4954	8.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	60032	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	10000	16.7%
n	10000	16.7%
r	7523	12.5%
e	7523	12.5%
F	5014	8.4%
c	5014	8.4%
G	2509	4.2%
m	2509	4.2%
y	2509	4.2%
S	2477	4.1%
Other values (2)	4954	8.3%

gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Male	5457
Female	4543

Length

Max length	6
Median length	4
Mean length	4.9086
Min length	4

Characters and Unicode

Total characters	49086
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Female
2nd row	Female
3rd row	Female
4th row	Female
5th row	Female

Common Values

Value	Count	Frequency (%)
Male	5457	54.6%
Female	4543	45.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	5457	54.6%
female	4543	45.4%

Most occurring characters

Value	Count	Frequency (%)
e	14543	29.6%
a	10000	20.4%
l	10000	20.4%
M	5457	11.1%
F	4543	9.3%
m	4543	9.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	49086	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	14543	29.6%
a	10000	20.4%
l	10000	20.4%
M	5457	11.1%
F	4543	9.3%
m	4543	9.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	49086	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	14543	29.6%
a	10000	20.4%
l	10000	20.4%
M	5457	11.1%
F	4543	9.3%
m	4543	9.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	49086	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	14543	29.6%
a	10000	20.4%
l	10000	20.4%
M	5457	11.1%
F	4543	9.3%
m	4543	9.3%

age
Real number (ℝ)

Distinct	70
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.9218

Minimum	18
Maximum	92
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	18
5-th percentile	25
Q1	32
median	37
Q3	44
95-th percentile	60
Maximum	92
Range	74
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	10.487806
Coefficient of variation (CV)	0.26945841
Kurtosis	1.3953471
Mean	38.9218
Median Absolute Deviation (MAD)	6
Skewness	1.0113203
Sum	389218
Variance	109.99408
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37	478	4.8%
38	477	4.8%
35	474	4.7%
36	456	4.6%
34	447	4.5%
33	442	4.4%
40	432	4.3%
39	423	4.2%
32	418	4.2%
31	404	4.0%
Other values (60)	5549	55.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18	22	0.2%
19	27	0.3%
20	40	0.4%
21	53	0.5%
22	84	0.8%
23	99	1.0%
24	132	1.3%
25	154	1.5%
26	200	2.0%
27	209	2.1%

Value	Count	Frequency (%)
92	2	< 0.1%
88	1	< 0.1%
85	1	< 0.1%
84	2	< 0.1%
83	1	< 0.1%
82	1	< 0.1%
81	4	< 0.1%
80	3	< 0.1%
79	4	< 0.1%
78	5	0.1%

tenure
Real number (ℝ)

ZEROS

Distinct	11
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.0128

Minimum	0
Maximum	10
Zeros	413
Zeros (%)	4.1%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	5
Q3	7
95-th percentile	9
Maximum	10
Range	10
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.8921744
Coefficient of variation (CV)	0.57695786
Kurtosis	-1.1652252
Mean	5.0128
Median Absolute Deviation (MAD)	2
Skewness	0.010991458
Sum	50128
Variance	8.3646726
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
2	1048	10.5%
1	1035	10.3%
7	1028	10.3%
8	1025	10.2%
5	1012	10.1%
3	1009	10.1%
4	989	9.9%
9	984	9.8%
6	967	9.7%
10	490	4.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	413	4.1%
1	1035	10.3%
2	1048	10.5%
3	1009	10.1%
4	989	9.9%
5	1012	10.1%
6	967	9.7%
7	1028	10.3%
8	1025	10.2%
9	984	9.8%

Value	Count	Frequency (%)
10	490	4.9%
9	984	9.8%
8	1025	10.2%
7	1028	10.3%
6	967	9.7%
5	1012	10.1%
4	989	9.9%
3	1009	10.1%
2	1048	10.5%
1	1035	10.3%

balance
Real number (ℝ)

ZEROS

Distinct	6382
Distinct (%)	63.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	76485.889

Minimum	0
Maximum	250898.09
Zeros	3617
Zeros (%)	36.2%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	97198.54
Q3	127644.24
95-th percentile	162711.67
Maximum	250898.09
Range	250898.09
Interquartile range (IQR)	127644.24

Descriptive statistics

Standard deviation	62397.405
Coefficient of variation (CV)	0.81580283
Kurtosis	-1.4894118
Mean	76485.889
Median Absolute Deviation (MAD)	46766.79
Skewness	-0.14110871
Sum	7.6485889 × 10⁸
Variance	3.8934362 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3617	36.2%
130170.82	2	< 0.1%
105473.74	2	< 0.1%
85304.27	1	< 0.1%
159397.75	1	< 0.1%
144238.7	1	< 0.1%
112262.84	1	< 0.1%
109106.8	1	< 0.1%
142147.32	1	< 0.1%
109109.33	1	< 0.1%
Other values (6372)	6372	63.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3617	36.2%
3768.69	1	< 0.1%
12459.19	1	< 0.1%
14262.8	1	< 0.1%
16893.59	1	< 0.1%
23503.31	1	< 0.1%
24043.45	1	< 0.1%
27288.43	1	< 0.1%
27517.15	1	< 0.1%
27755.97	1	< 0.1%

Value	Count	Frequency (%)
250898.09	1	< 0.1%
238387.56	1	< 0.1%
222267.63	1	< 0.1%
221532.8	1	< 0.1%
216109.88	1	< 0.1%
214346.96	1	< 0.1%
213146.2	1	< 0.1%
212778.2	1	< 0.1%
212696.32	1	< 0.1%
212692.97	1	< 0.1%

num_of_products
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

1	5084
2	4590
3	266
4	60

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10000
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	3
4th row	2
5th row	1

Common Values

Value	Count	Frequency (%)
1	5084	50.8%
2	4590	45.9%
3	266	2.7%
4	60	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	5084	50.8%
2	4590	45.9%
3	266	2.7%
4	60	0.6%

Most occurring characters

Value	Count	Frequency (%)
1	5084	50.8%
2	4590	45.9%
3	266	2.7%
4	60	0.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	5084	50.8%
2	4590	45.9%
3	266	2.7%
4	60	0.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	5084	50.8%
2	4590	45.9%
3	266	2.7%
4	60	0.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	5084	50.8%
2	4590	45.9%
3	266	2.7%
4	60	0.6%

has_cr_card
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

1	7055
0	2945

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
1	7055	70.5%
0	2945	29.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	7055	70.5%
0	2945	29.4%

Most occurring characters

Value	Count	Frequency (%)
1	7055	70.5%
0	2945	29.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	7055	70.5%
0	2945	29.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	7055	70.5%
0	2945	29.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	7055	70.5%
0	2945	29.4%

is_active_member
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

1	5151
0	4849

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
1	5151	51.5%
0	4849	48.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	5151	51.5%
0	4849	48.5%

Most occurring characters

Value	Count	Frequency (%)
1	5151	51.5%
0	4849	48.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	5151	51.5%
0	4849	48.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	5151	51.5%
0	4849	48.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	5151	51.5%
0	4849	48.5%

estimated_salary
Real number (ℝ)

Distinct	9999
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100090.24

Minimum	11.58
Maximum	199992.48
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	11.58
5-th percentile	9851.8185
Q1	51002.11
median	100193.91
Q3	149388.25
95-th percentile	190155.38
Maximum	199992.48
Range	199980.9
Interquartile range (IQR)	98386.137

Descriptive statistics

Standard deviation	57510.493
Coefficient of variation (CV)	0.57458642
Kurtosis	-1.1815184
Mean	100090.24
Median Absolute Deviation (MAD)	49198.15
Skewness	0.0020853577
Sum	1.0009024 × 10⁹
Variance	3.3074568 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24924.92	2	< 0.1%
101348.88	1	< 0.1%
55313.44	1	< 0.1%
72500.68	1	< 0.1%
182692.8	1	< 0.1%
4993.94	1	< 0.1%
124964.82	1	< 0.1%
161971.42	1	< 0.1%
39488.04	1	< 0.1%
187811.71	1	< 0.1%
Other values (9989)	9989	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.58	1	< 0.1%
90.07	1	< 0.1%
91.75	1	< 0.1%
96.27	1	< 0.1%
106.67	1	< 0.1%
123.07	1	< 0.1%
142.81	1	< 0.1%
143.34	1	< 0.1%
178.19	1	< 0.1%
216.27	1	< 0.1%

Value	Count	Frequency (%)
199992.48	1	< 0.1%
199970.74	1	< 0.1%
199953.33	1	< 0.1%
199929.17	1	< 0.1%
199909.32	1	< 0.1%
199862.75	1	< 0.1%
199857.47	1	< 0.1%
199841.32	1	< 0.1%
199808.1	1	< 0.1%
199805.63	1	< 0.1%

exited
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

0	7963
1	2037

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	7963	79.6%
1	2037	20.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	7963	79.6%
1	2037	20.4%

Most occurring characters

Value	Count	Frequency (%)
0	7963	79.6%
1	2037	20.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	7963	79.6%
1	2037	20.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	7963	79.6%
1	2037	20.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	7963	79.6%
1	2037	20.4%

age_squared
Real number (ℝ)

Distinct	70
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1624.8896

Minimum	324
Maximum	8464
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	324
5-th percentile	625
Q1	1024
median	1369
Q3	1936
95-th percentile	3600
Maximum	8464
Range	8140
Interquartile range (IQR)	912

Descriptive statistics

Standard deviation	942.96316
Coefficient of variation (CV)	0.58032445
Kurtosis	4.8610635
Mean	1624.8896
Median Absolute Deviation (MAD)	408
Skewness	1.8952596
Sum	16248896
Variance	889179.52
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1369	478	4.8%
1444	477	4.8%
1225	474	4.7%
1296	456	4.6%
1156	447	4.5%
1089	442	4.4%
1600	432	4.3%
1521	423	4.2%
1024	418	4.2%
961	404	4.0%
Other values (60)	5549	55.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
324	22	0.2%
361	27	0.3%
400	40	0.4%
441	53	0.5%
484	84	0.8%
529	99	1.0%
576	132	1.3%
625	154	1.5%
676	200	2.0%
729	209	2.1%

Value	Count	Frequency (%)
8464	2	< 0.1%
7744	1	< 0.1%
7225	1	< 0.1%
7056	2	< 0.1%
6889	1	< 0.1%
6724	1	< 0.1%
6561	4	< 0.1%
6400	3	< 0.1%
6241	4	< 0.1%
6084	5	0.1%

balance_sqrt
Real number (ℝ)

ZEROS

Distinct	6382
Distinct (%)	63.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	219.08043

Minimum	0
Maximum	500.89728
Zeros	3617
Zeros (%)	36.2%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	311.7668
Q3	357.27334
95-th percentile	403.37534
Maximum	500.89728
Range	500.89728
Interquartile range (IQR)	357.27334

Descriptive statistics

Standard deviation	168.79723
Coefficient of variation (CV)	0.77048062
Kurtosis	-1.6441198
Mean	219.08043
Median Absolute Deviation (MAD)	69.129147
Skewness	-0.44277468
Sum	2190804.3
Variance	28492.504
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3617	36.2%
360.7919345	2	< 0.1%
324.7672089	2	< 0.1%
292.0689473	1	< 0.1%
399.2464778	1	< 0.1%
379.7877039	1	< 0.1%
335.0564729	1	< 0.1%
330.3131847	1	< 0.1%
377.0242963	1	< 0.1%
330.3170144	1	< 0.1%
Other values (6372)	6372	63.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3617	36.2%
61.38965711	1	< 0.1%
111.6207418	1	< 0.1%
119.4269651	1	< 0.1%
129.9753438	1	< 0.1%
153.3078928	1	< 0.1%
155.0595047	1	< 0.1%
165.1921003	1	< 0.1%
165.8829407	1	< 0.1%
166.6012305	1	< 0.1%

Value	Count	Frequency (%)
500.8972849	1	< 0.1%
488.2494854	1	< 0.1%
471.4526806	1	< 0.1%
470.6727101	1	< 0.1%
464.8761986	1	< 0.1%
462.9761981	1	< 0.1%
461.6775931	1	< 0.1%
461.2788744	1	< 0.1%
461.1901126	1	< 0.1%
461.1864807	1	< 0.1%

log_credit_score
Real number (ℝ)

Distinct	460
Distinct (%)	4.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.4663274

Minimum	5.8579332
Maximum	6.7452363
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	5.8579332
5-th percentile	6.1923625
Q1	6.369901
median	6.4800446
Q3	6.5764696
95-th percentile	6.6995003
Maximum	6.7452363
Range	0.8873032
Interquartile range (IQR)	0.20656859

Descriptive statistics

Standard deviation	0.15317532
Coefficient of variation (CV)	0.023688148
Kurtosis	-0.017937487
Mean	6.4663274
Median Absolute Deviation (MAD)	0.10331761
Skewness	-0.45417387
Sum	64663.274
Variance	0.02346268
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.745236349	233	2.3%
6.519147288	63	0.6%
6.484635236	54	0.5%
6.558197803	53	0.5%
6.502790046	53	0.5%
6.527957918	52	0.5%
6.507277712	50	0.5%
6.478509642	50	0.5%
6.52649486	48	0.5%
6.480044562	48	0.5%
Other values (450)	9296	93.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.857933154	5	0.1%
5.860786223	1	< 0.1%
5.880532986	1	< 0.1%
5.883322388	1	< 0.1%
5.894402834	1	< 0.1%
5.899897354	1	< 0.1%
5.905361848	1	< 0.1%
5.92157842	1	< 0.1%
5.929589143	2	< 0.1%
5.945420609	1	< 0.1%

Value	Count	Frequency (%)
6.745236349	233	2.3%
6.744059186	8	0.1%
6.742880636	5	0.1%
6.741700695	6	0.1%
6.74051936	5	0.1%
6.739336627	6	0.1%
6.738152495	7	0.1%
6.736966958	2	< 0.1%
6.735780014	7	0.1%
6.73459166	12	0.1%

credit_score_num_of_products
Real number (ℝ)

Distinct	1096
Distinct (%)	11.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	996.1271

Minimum	350
Maximum	3400
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	350
5-th percentile	520
Q1	649
median	850
Q3	1318.5
95-th percentile	1634
Maximum	3400
Range	3050
Interquartile range (IQR)	669.5

Descriptive statistics

Standard deviation	411.51827
Coefficient of variation (CV)	0.41311823
Kurtosis	1.0442431
Mean	996.1271
Median Absolute Deviation (MAD)	288
Skewness	0.8817746
Sum	9961271
Variance	169347.29
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
850	124	1.2%
1700	108	1.1%
678	32	0.3%
1356	31	0.3%
640	30	0.3%
637	30	0.3%
705	30	0.3%
682	30	0.3%
684	28	0.3%
655	28	0.3%
Other values (1086)	9529	95.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
350	4	< 0.1%
351	1	< 0.1%
359	1	< 0.1%
365	1	< 0.1%
367	1	< 0.1%
373	1	< 0.1%
376	1	< 0.1%
382	1	< 0.1%
383	1	< 0.1%
386	1	< 0.1%

Value	Count	Frequency (%)
3400	2	< 0.1%
3388	1	< 0.1%
3368	1	< 0.1%
3276	1	< 0.1%
3188	1	< 0.1%
3168	1	< 0.1%
3092	1	< 0.1%
3084	1	< 0.1%
3028	1	< 0.1%
2988	1	< 0.1%

age_balance
Real number (ℝ)

ZEROS

Distinct	6383
Distinct (%)	63.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2995492

Minimum	0
Maximum	13796953
Zeros	3617
Zeros (%)	36.2%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3360210.8
Q3	4911035.1
95-th percentile	7308972.6
Maximum	13796953
Range	13796953
Interquartile range (IQR)	4911035.1

Descriptive statistics

Standard deviation	2646812.7
Coefficient of variation (CV)	0.88359865
Kurtosis	-0.68593908
Mean	2995492
Median Absolute Deviation (MAD)	2508157.5
Skewness	0.333125
Sum	2.995492 × 10¹⁰
Variance	7.0056173 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3617	36.2%
4621662.9	2	< 0.1%
4544206.3	1	< 0.1%
4813426.73	1	< 0.1%
4161915	1	< 0.1%
3761550.3	1	< 0.1%
5100728	1	< 0.1%
3750206.2	1	< 0.1%
4041462.24	1	< 0.1%
3927844.8	1	< 0.1%
Other values (6373)	6373	63.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3617	36.2%
150747.6	1	< 0.1%
499198	1	< 0.1%
573122.74	1	< 0.1%
709530.78	1	< 0.1%
750575.49	1	< 0.1%
804923.13	1	< 0.1%
829147.68	1	< 0.1%
965392.8	1	< 0.1%
965929.2	1	< 0.1%

Value	Count	Frequency (%)
13796952.94	1	< 0.1%
13588090.92	1	< 0.1%
13002612.69	1	< 0.1%
12903905.97	1	< 0.1%
12678403.62	1	< 0.1%
12534373.04	1	< 0.1%
12481756.32	1	< 0.1%
12427644.1	1	< 0.1%
12234455.68	1	< 0.1%
12087895.55	1	< 0.1%

engagement_score
Real number (ℝ)

Distinct	14
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.77524

Minimum	0.2
Maximum	1.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0.2
5-th percentile	0.2
Q1	0.5
median	0.7
Q3	1
95-th percentile	1.2
Maximum	1.6
Range	1.4
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.30746121
Coefficient of variation (CV)	0.39660132
Kurtosis	-0.93036175
Mean	0.77524
Median Absolute Deviation (MAD)	0.3
Skewness	-0.072674589
Sum	7752.4
Variance	0.094532396
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0.7	2299	23.0%
0.5	1803	18.0%
1	1775	17.8%
1.2	1735	17.3%
0.2	718	7.2%
0.9	711	7.1%
0.4	633	6.3%
0.9	112	1.1%
1.4	78	0.8%
1.1	57	0.6%
Other values (4)	79	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2	718	7.2%
0.4	633	6.3%
0.5	1803	18.0%
0.6	41	0.4%
0.7	2299	23.0%
0.8	9	0.1%
0.9	711	7.1%
0.9	112	1.1%
1	1775	17.8%
1.1	57	0.6%

Value	Count	Frequency (%)
1.6	19	0.2%
1.4	78	0.8%
1.3	10	0.1%
1.2	1735	17.3%
1.1	57	0.6%
1	1775	17.8%
0.9	112	1.1%
0.9	711	7.1%
0.8	9	0.1%
0.7	2299	23.0%

customer_value_normalized
Real number (ℝ)

UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1878684

Minimum	0.25053337
Maximum	2.5078665
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0.25053337
5-th percentile	0.56706077
Q1	0.90929614
median	1.1841386
Q3	1.4587005
95-th percentile	1.8267015
Maximum	2.5078665
Range	2.2573331
Interquartile range (IQR)	0.54940432

Descriptive statistics

Standard deviation	0.38302131
Coefficient of variation (CV)	0.32244422
Kurtosis	-0.4176198
Mean	1.1878684
Median Absolute Deviation (MAD)	0.27466217
Skewness	0.089118267
Sum	11878.684
Variance	0.14670532
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7567634543	1	< 0.1%
0.7765775993	1	< 0.1%
1.283641359	1	< 0.1%
0.8625170306	1	< 0.1%
1.413498348	1	< 0.1%
0.709845731	1	< 0.1%
1.124847594	1	< 0.1%
1.059887552	1	< 0.1%
1.014001638	1	< 0.1%
1.43909386	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2505333701	1	< 0.1%
0.2508909835	1	< 0.1%
0.2529130595	1	< 0.1%
0.2534543299	1	< 0.1%
0.2535260326	1	< 0.1%
0.2535326328	1	< 0.1%
0.2540354517	1	< 0.1%
0.2547222276	1	< 0.1%
0.2552518475	1	< 0.1%
0.2563143874	1	< 0.1%

Value	Count	Frequency (%)
2.507866453	1	< 0.1%
2.433600182	1	< 0.1%
2.431669232	1	< 0.1%
2.412930236	1	< 0.1%
2.411784805	1	< 0.1%
2.377817612	1	< 0.1%
2.377623301	1	< 0.1%
2.360634035	1	< 0.1%
2.346259384	1	< 0.1%
2.331314352	1	< 0.1%

product_density
Real number (ℝ)

Distinct	6386
Distinct (%)	63.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	645500

Minimum	4.1948498 × 10^-6
Maximum	4000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	4.1948498 × 10^-6
5-th percentile	6.5076107 × 10^-6
Q1	8.8766719 × 10^-6
median	1.6348888 × 10^-5
Q3	2000000
95-th percentile	2000000
Maximum	4000000
Range	4000000
Interquartile range (IQR)	2000000

Descriptive statistics

Standard deviation	908026.54
Coefficient of variation (CV)	1.4067026
Kurtosis	-0.84314567
Mean	645500
Median Absolute Deviation (MAD)	9.1478152 × 10^-6
Skewness	0.88079002
Sum	6.455 × 10⁹
Variance	8.245122 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2000000	2600	26.0%
1000000	905	9.0%
3000000	98	1.0%
4000000	14	0.1%
9.481032909 × 10^-6	2	< 0.1%
1.182202183 × 10^-5	1	< 0.1%
1.441644051 × 10^-5	1	< 0.1%
6.273614276 × 10^-6	1	< 0.1%
6.932952113 × 10^-6	1	< 0.1%
8.907667043 × 10^-6	1	< 0.1%
Other values (6376)	6376	63.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.194849765 × 10^-6	1	< 0.1%
4.49908068 × 10^-6	1	< 0.1%
4.514004247 × 10^-6	1	< 0.1%
4.627275717 × 10^-6	1	< 0.1%
4.691615426 × 10^-6	1	< 0.1%
4.699729578 × 10^-6	1	< 0.1%
4.701538795 × 10^-6	1	< 0.1%
4.701612846 × 10^-6	1	< 0.1%
4.710004327 × 10^-6	1	< 0.1%
4.722008066 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
4000000	14	0.1%
3000000	98	1.0%
2000000	2600	26.0%
1000000	905	9.0%
0.0005306883823	1	< 0.1%
0.0001402249208	1	< 0.1%
8.534165357 × 10^-5	1	< 0.1%
8.02620395 × 10^-5	1	< 0.1%
7.268194562 × 10^-5	1	< 0.1%
6.853593087 × 10^-5	1	< 0.1%

balance_salary_ratio
Real number (ℝ)

SKEWED ZEROS

Distinct	6384
Distinct (%)	63.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.8787029

Minimum	0
Maximum	10614.655
Zeros	3617
Zeros (%)	36.2%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.74700231
Q3	1.514022
95-th percentile	7.2495003
Maximum	10614.655
Range	10614.655
Interquartile range (IQR)	1.514022

Descriptive statistics

Standard deviation	108.33726
Coefficient of variation (CV)	27.931311
Kurtosis	9208.1391
Mean	3.8787029
Median Absolute Deviation (MAD)	0.74700231
Skewness	94.264022
Sum	38787.029
Variance	11736.962
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3617	36.2%
1.394096807	1	< 0.1%
6.742188168	1	< 0.1%
1.835961263	1	< 0.1%
2.780685754	1	< 0.1%
0.7822065495	1	< 0.1%
8.720534374	1	< 0.1%
0.8993965269	1	< 0.1%
3.599756281	1	< 0.1%
21.8483462	1	< 0.1%
Other values (6374)	6374	63.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3617	36.2%
0.02128418881	1	< 0.1%
0.07946553593	1	< 0.1%
0.1383670781	1	< 0.1%
0.1416141163	1	< 0.1%
0.1809964844	1	< 0.1%
0.1875142498	1	< 0.1%
0.1925817779	1	< 0.1%
0.2009926374	1	< 0.1%
0.2053787413	1	< 0.1%

Value	Count	Frequency (%)
10614.65544	1	< 0.1%
1326.102779	1	< 0.1%
856.0641099	1	< 0.1%
611.268941	1	< 0.1%
437.9808416	1	< 0.1%
353.2296248	1	< 0.1%
349.5219873	1	< 0.1%
345.3423327	1	< 0.1%
321.3587687	1	< 0.1%
291.1422313	1	< 0.1%

credit_score_age_ratio
Real number (ℝ)

Distinct	6112
Distinct (%)	61.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.87434

Minimum	4.8571429
Maximum	46.888889
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	4.8571429
5-th percentile	10.166667
Q1	14.088889
median	17.285714
Q3	20.961538
95-th percentile	27.615865
Maximum	46.888889
Range	42.031746
Interquartile range (IQR)	6.8726496

Descriptive statistics

Standard deviation	5.376363
Coefficient of variation (CV)	0.30078666
Kurtosis	1.0228445
Mean	17.87434
Median Absolute Deviation (MAD)	3.4017857
Skewness	0.76051669
Sum	178743.4
Variance	28.905279
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17	25	0.2%
20	22	0.2%
16	20	0.2%
18	18	0.2%
21.25	17	0.2%
25	16	0.2%
13	16	0.2%
19	15	0.1%
27.41935484	15	0.1%
15	15	0.1%
Other values (6102)	9821	98.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.857142857	1	< 0.1%
5.829545455	1	< 0.1%
5.833333333	1	< 0.1%
6.112676056	1	< 0.1%
6.157894737	1	< 0.1%
6.22972973	1	< 0.1%
6.392857143	1	< 0.1%
6.481481481	1	< 0.1%
6.515151515	1	< 0.1%
6.651515152	1	< 0.1%

Value	Count	Frequency (%)
46.88888889	1	< 0.1%
46.38888889	1	< 0.1%
44.77777778	1	< 0.1%
44.73684211	1	< 0.1%
42.83333333	1	< 0.1%
42.5	1	< 0.1%
41.75	1	< 0.1%
41.68421053	1	< 0.1%
41.10526316	1	< 0.1%
41	1	< 0.1%

tenure_age_ratio
Real number (ℝ)

ZEROS

Distinct	414
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.13793635

Minimum	0
Maximum	0.55555556
Zeros	413
Zeros (%)	4.1%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.01754386
Q1	0.064516129
median	0.12903226
Q3	0.2
95-th percentile	0.29411765
Maximum	0.55555556
Range	0.55555556
Interquartile range (IQR)	0.13548387

Descriptive statistics

Standard deviation	0.089505697
Coefficient of variation (CV)	0.64889129
Kurtosis	-0.044717912
Mean	0.13793635
Median Absolute Deviation (MAD)	0.066619916
Skewness	0.56614673
Sum	1379.3635
Variance	0.0080112699
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	413	4.1%
0.2	188	1.9%
0.1666666667	160	1.6%
0.1428571429	149	1.5%
0.25	139	1.4%
0.125	124	1.2%
0.1538461538	109	1.1%
0.1	104	1.0%
0.1111111111	103	1.0%
0.1818181818	85	0.9%
Other values (404)	8426	84.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	413	4.1%
0.01086956522	1	< 0.1%
0.01234567901	1	< 0.1%
0.01298701299	1	< 0.1%
0.01333333333	1	< 0.1%
0.01351351351	1	< 0.1%
0.01369863014	2	< 0.1%
0.01388888889	2	< 0.1%
0.01408450704	2	< 0.1%
0.01428571429	4	< 0.1%

Value	Count	Frequency (%)
0.5555555556	2	< 0.1%
0.5	2	< 0.1%
0.4761904762	3	< 0.1%
0.4736842105	4	< 0.1%
0.4545454545	5	0.1%
0.45	3	< 0.1%
0.4444444444	2	< 0.1%
0.4347826087	10	0.1%
0.4285714286	4	< 0.1%
0.4210526316	3	< 0.1%

credit_salary_ratio
Real number (ℝ)

SKEWED UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.033709569

Minimum	0.0018231684
Maximum	61.226252
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0.0018231684
5-th percentile	0.0031566665
Q1	0.0043502349
median	0.0064731469
Q3	0.01281059
95-th percentile	0.065936344
Maximum	61.226252
Range	61.224429
Interquartile range (IQR)	0.0084603556

Descriptive statistics

Standard deviation	0.64221876
Coefficient of variation (CV)	19.051527
Kurtosis	8252.0618
Mean	0.033709569
Median Absolute Deviation (MAD)	0.0026840634
Skewness	87.242902
Sum	337.09569
Variance	0.41244494
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.006107615595	1	< 0.1%
0.01370372192	1	< 0.1%
0.009457598914	1	< 0.1%
0.009696460778	1	< 0.1%
0.002769676747	1	< 0.1%
0.1177427042	1	< 0.1%
0.00497740084	1	< 0.1%
0.003741400798	1	< 0.1%
0.01309257183	1	< 0.1%
0.003604674064	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.001823168397	1	< 0.1%
0.002031090659	1	< 0.1%
0.002069310829	1	< 0.1%
0.002127650924	1	< 0.1%
0.002154884804	1	< 0.1%
0.002164633998	1	< 0.1%
0.002173955152	1	< 0.1%
0.002207422047	1	< 0.1%
0.002207951468	1	< 0.1%
0.002263401272	1	< 0.1%

Value	Count	Frequency (%)
61.22625216	1	< 0.1%
7.37509089	1	< 0.1%
7.029972752	1	< 0.1%
6.939047408	1	< 0.1%
5.896690728	1	< 0.1%
5.752823596	1	< 0.1%
5.027659128	1	< 0.1%
4.551321623	1	< 0.1%
4.332356635	1	< 0.1%
2.623706339	1	< 0.1%

balance_indicator
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

low	9031
high	969

Length

Max length	4
Median length	3
Mean length	3.0969
Min length	3

Characters and Unicode

Total characters	30969
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	low
2nd row	low
3rd row	high
4th row	low
5th row	low

Common Values

Value	Count	Frequency (%)
low	9031	90.3%
high	969	9.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
low	9031	90.3%
high	969	9.7%

Most occurring characters

Value	Count	Frequency (%)
l	9031	29.2%
o	9031	29.2%
w	9031	29.2%
h	1938	6.3%
i	969	3.1%
g	969	3.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	30969	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
l	9031	29.2%
o	9031	29.2%
w	9031	29.2%
h	1938	6.3%
i	969	3.1%
g	969	3.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	30969	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
l	9031	29.2%
o	9031	29.2%
w	9031	29.2%
h	1938	6.3%
i	969	3.1%
g	969	3.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	30969	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
l	9031	29.2%
o	9031	29.2%
w	9031	29.2%
h	1938	6.3%
i	969	3.1%
g	969	3.1%

life_stage
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.1 KiB

middle_age	4586
adulthood	4064
senior	1261
adolescence	89

Length

Max length	11
Median length	10
Mean length	9.0981
Min length	6

Characters and Unicode

Total characters	90981
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	middle_age
2nd row	middle_age
3rd row	middle_age
4th row	middle_age
5th row	middle_age

Common Values

Value	Count	Frequency (%)
middle_age	4586	45.9%
adulthood	4064	40.6%
senior	1261	12.6%
adolescence	89	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
middle_age	4586	45.9%
adulthood	4064	40.6%
senior	1261	12.6%
adolescence	89	0.9%

Most occurring characters

Value	Count	Frequency (%)
d	17389	19.1%
e	10700	11.8%
o	9478	10.4%
l	8739	9.6%
a	8739	9.6%
i	5847	6.4%
m	4586	5.0%
_	4586	5.0%
g	4586	5.0%
u	4064	4.5%
Other values (6)	12267	13.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	90981	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
d	17389	19.1%
e	10700	11.8%
o	9478	10.4%
l	8739	9.6%
a	8739	9.6%
i	5847	6.4%
m	4586	5.0%
_	4586	5.0%
g	4586	5.0%
u	4064	4.5%
Other values (6)	12267	13.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	90981	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
d	17389	19.1%
e	10700	11.8%
o	9478	10.4%
l	8739	9.6%
a	8739	9.6%
i	5847	6.4%
m	4586	5.0%
_	4586	5.0%
g	4586	5.0%
u	4064	4.5%
Other values (6)	12267	13.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	90981	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
d	17389	19.1%
e	10700	11.8%
o	9478	10.4%
l	8739	9.6%
a	8739	9.6%
i	5847	6.4%
m	4586	5.0%
_	4586	5.0%
g	4586	5.0%
u	4064	4.5%
Other values (6)	12267	13.5%

cs_category
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.0 KiB

medium	6241
high	3116
low	643

Length

Max length	6
Median length	6
Mean length	5.1839
Min length	3

Characters and Unicode

Total characters	51839
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	medium
2nd row	medium
3rd row	medium
4th row	medium
5th row	high

Common Values

Value	Count	Frequency (%)
medium	6241	62.4%
high	3116	31.2%
low	643	6.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
medium	6241	62.4%
high	3116	31.2%
low	643	6.4%

Most occurring characters

Value	Count	Frequency (%)
m	12482	24.1%
i	9357	18.1%
e	6241	12.0%
d	6241	12.0%
u	6241	12.0%
h	6232	12.0%
g	3116	6.0%
l	643	1.2%
o	643	1.2%
w	643	1.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	51839	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
m	12482	24.1%
i	9357	18.1%
e	6241	12.0%
d	6241	12.0%
u	6241	12.0%
h	6232	12.0%
g	3116	6.0%
l	643	1.2%
o	643	1.2%
w	643	1.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	51839	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
m	12482	24.1%
i	9357	18.1%
e	6241	12.0%
d	6241	12.0%
u	6241	12.0%
h	6232	12.0%
g	3116	6.0%
l	643	1.2%
o	643	1.2%
w	643	1.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	51839	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
m	12482	24.1%
i	9357	18.1%
e	6241	12.0%
d	6241	12.0%
u	6241	12.0%
h	6232	12.0%
g	3116	6.0%
l	643	1.2%
o	643	1.2%
w	643	1.2%

tenure_group
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.0 KiB

long_standing	3527
new	3505
intermediate	2968

Length

Max length	13
Median length	12
Mean length	9.1982
Min length	3

Characters and Unicode

Total characters	91982
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	new
2nd row	new
3rd row	long_standing
4th row	new
5th row	new

Common Values

Value	Count	Frequency (%)
long_standing	3527	35.3%
new	3505	35.0%
intermediate	2968	29.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
long_standing	3527	35.3%
new	3505	35.0%
intermediate	2968	29.7%

Most occurring characters

Value	Count	Frequency (%)
n	17054	18.5%
e	12409	13.5%
t	9463	10.3%
i	9463	10.3%
g	7054	7.7%
a	6495	7.1%
d	6495	7.1%
l	3527	3.8%
o	3527	3.8%
_	3527	3.8%
Other values (4)	12968	14.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	91982	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	17054	18.5%
e	12409	13.5%
t	9463	10.3%
i	9463	10.3%
g	7054	7.7%
a	6495	7.1%
d	6495	7.1%
l	3527	3.8%
o	3527	3.8%
_	3527	3.8%
Other values (4)	12968	14.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	91982	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	17054	18.5%
e	12409	13.5%
t	9463	10.3%
i	9463	10.3%
g	7054	7.7%
a	6495	7.1%
d	6495	7.1%
l	3527	3.8%
o	3527	3.8%
_	3527	3.8%
Other values (4)	12968	14.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	91982	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	17054	18.5%
e	12409	13.5%
t	9463	10.3%
i	9463	10.3%
g	7054	7.7%
a	6495	7.1%
d	6495	7.1%
l	3527	3.8%
o	3527	3.8%
_	3527	3.8%
Other values (4)	12968	14.1%

credit_score_gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

650.2768920652373	5457
650.831388950033	4543

Length

Max length	17
Median length	17
Mean length	16.5457
Min length	16

Characters and Unicode

Total characters	165457
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	650.831388950033
2nd row	650.831388950033
3rd row	650.831388950033
4th row	650.831388950033
5th row	650.831388950033

Common Values

Value	Count	Frequency (%)
650.2768920652373	5457	54.6%
650.831388950033	4543	45.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
650.2768920652373	5457	54.6%
650.831388950033	4543	45.4%

Most occurring characters

Value	Count	Frequency (%)
3	29086	17.6%
0	24543	14.8%
6	20914	12.6%
5	20000	12.1%
8	19086	11.5%
2	16371	9.9%
7	10914	6.6%
.	10000	6.0%
9	10000	6.0%
1	4543	2.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	165457	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	29086	17.6%
0	24543	14.8%
6	20914	12.6%
5	20000	12.1%
8	19086	11.5%
2	16371	9.9%
7	10914	6.6%
.	10000	6.0%
9	10000	6.0%
1	4543	2.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	165457	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	29086	17.6%
0	24543	14.8%
6	20914	12.6%
5	20000	12.1%
8	19086	11.5%
2	16371	9.9%
7	10914	6.6%
.	10000	6.0%
9	10000	6.0%
1	4543	2.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	165457	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	29086	17.6%
0	24543	14.8%
6	20914	12.6%
5	20000	12.1%
8	19086	11.5%
2	16371	9.9%
7	10914	6.6%
.	10000	6.0%
9	10000	6.0%
1	4543	2.7%

balance_age
Real number (ℝ)

Distinct	67
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	76485.889

Minimum	0
Maximum	123794.77
Zeros	6
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	68990.37
Q1	72824.278
median	76038.89
Q3	79573.747
95-th percentile	86552.355
Maximum	123794.77
Range	123794.77
Interquartile range (IQR)	6749.4693

Descriptive statistics

Standard deviation	5670.4084
Coefficient of variation (CV)	0.07413666
Kurtosis	25.710165
Mean	76485.889
Median Absolute Deviation (MAD)	3214.6118
Skewness	-1.1744445
Sum	7.6485889 × 10⁸
Variance	32153531
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80054.66659	478	4.8%
75272.59937	477	4.8%
77410.40671	474	4.7%
72727.08789	456	4.6%
71054.62973	447	4.5%
76448.98753	442	4.4%
77025.66595	432	4.3%
74285.28903	423	4.2%
75696.78337	418	4.2%
75503.48604	404	4.0%
Other values (57)	5549	55.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	0.1%
30507.2875	4	< 0.1%
42472.4475	4	< 0.1%
46915.795	10	0.1%
54072.39	9	0.1%
57537.85185	27	0.3%
62514.71686	35	0.4%
65528.92889	18	0.2%
68213.74881	84	0.8%
68884.216	75	0.8%

Value	Count	Frequency (%)
123794.775	2	< 0.1%
123356.63	1	< 0.1%
113091.0618	11	0.1%
92823.6155	40	0.4%
90510.55211	19	0.2%
90057.865	2	< 0.1%
89967.04086	70	0.7%
89835.28134	67	0.7%
87894.03784	74	0.7%
87453.24387	119	1.2%

salary_rank_geography
Real number (ℝ)

Distinct	5014
Distinct (%)	50.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1879.0403

Minimum	1
Maximum	5014
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	1
5-th percentile	167
Q1	834
median	1667
Q3	2514.25
95-th percentile	4514.05
Maximum	5014
Range	5013
Interquartile range (IQR)	1680.25

Descriptive statistics

Standard deviation	1306.174
Coefficient of variation (CV)	0.69512823
Kurtosis	-0.43342096
Mean	1879.0403
Median Absolute Deviation (MAD)	838
Skewness	0.66857119
Sum	18790403
Variance	1706090.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2381	3	< 0.1%
1100	3	< 0.1%
1132	3	< 0.1%
856	3	< 0.1%
1354	3	< 0.1%
469	3	< 0.1%
1620	3	< 0.1%
757	3	< 0.1%
1217	3	< 0.1%
292	3	< 0.1%
Other values (5004)	9970	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	< 0.1%
2	3	< 0.1%
3	3	< 0.1%
4	3	< 0.1%
5	3	< 0.1%
6	3	< 0.1%
7	3	< 0.1%
8	3	< 0.1%
9	3	< 0.1%
10	3	< 0.1%

Value	Count	Frequency (%)
5014	1	< 0.1%
5013	1	< 0.1%
5012	1	< 0.1%
5011	1	< 0.1%
5010	1	< 0.1%
5009	1	< 0.1%
5008	1	< 0.1%
5007	1	< 0.1%
5006	1	< 0.1%
5005	1	< 0.1%

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	row_number	customer_id	surname	credit_score	geography	gender	age	tenure	balance	num_of_products	has_cr_card	is_active_member	estimated_salary	exited	age_squared	balance_sqrt	log_credit_score	credit_score_num_of_products	age_balance	engagement_score	customer_value_normalized	product_density	balance_salary_ratio	credit_score_age_ratio	tenure_age_ratio	credit_salary_ratio	balance_indicator	life_stage	cs_category	tenure_group	credit_score_gender	balance_age	salary_rank_geography
0	1	15634602	Hargrave	619	France	Female	42	2	0.00	1	1	1	101348.88	1	1764	0.000000	6.428105	619	0.00	1.0	0.756763	1.000000e+06	0.000000	14.738095	0.047619	0.006108	low	middle_age	medium	new	650.831389	76785.311745	2565.0
1	2	15647311	Hill	608	Spain	Female	41	1	83807.86	1	0	1	112542.58	0	1681	289.495872	6.410175	608	3436122.26	0.7	1.146766	1.193206e-05	0.744677	14.829268	0.024390	0.005402	low	middle_age	medium	new	650.831389	75742.975109	1400.0
2	3	15619304	Onio	502	France	Female	42	8	159660.80	3	1	0	113931.57	1	1764	399.575775	6.218600	1506	6705753.60	0.9	1.956036	1.878983e-05	1.401375	11.952381	0.190476	0.004406	high	middle_age	medium	long_standing	650.831389	76785.311745	2879.0
3	4	15701354	Boni	699	France	Female	39	1	0.00	2	0	0	93826.63	0	1521	0.000000	6.549651	1398	0.00	0.4	0.969151	2.000000e+06	0.000000	17.923077	0.025641	0.007450	low	middle_age	medium	new	650.831389	74285.289031	2376.0
4	5	15737888	Mitchell	850	Spain	Female	43	2	125510.82	1	1	1	79084.10	0	1849	354.275063	6.745236	850	5396965.26	1.0	1.145682	7.967441e-06	1.587055	19.767442	0.046512	0.010748	low	middle_age	high	new	650.831389	81636.037677	958.0
5	6	15574012	Chu	645	Spain	Male	44	8	113755.78	2	1	0	149756.71	1	1936	337.277008	6.469250	1290	5005254.32	0.7	1.702206	1.758152e-05	0.759604	14.659091	0.181818	0.004307	low	middle_age	medium	long_standing	650.276892	78244.492257	1883.0
6	7	15592531	Bartlett	822	France	Male	50	7	0.00	2	1	1	10062.80	0	2500	0.000000	6.711740	1644	0.00	1.2	0.550316	2.000000e+06	0.000000	16.440000	0.140000	0.081687	low	middle_age	high	long_standing	650.276892	84924.807388	260.0
7	8	15656148	Obinna	376	Germany	Female	29	4	115046.74	4	1	0	119346.88	1	841	339.185407	5.929589	1504	3336355.46	1.1	2.055297	3.476848e-05	0.963969	12.965517	0.137931	0.003150	low	adulthood	low	intermediate	650.831389	68990.370057	1481.0
8	9	15792365	He	501	France	Male	44	4	142051.07	2	0	1	74940.50	0	1936	376.896630	6.216606	1002	6250247.08	0.9	1.440887	1.407944e-05	1.895518	11.386364	0.090909	0.006685	low	middle_age	medium	intermediate	650.276892	78244.492257	1875.0
9	10	15592389	H?	684	France	Male	27	2	134603.88	1	1	1	71725.73	0	729	366.884014	6.527958	684	3634304.76	1.0	1.145130	7.429206e-06	1.876647	25.333333	0.074074	0.009536	low	adulthood	medium	new	650.276892	72536.145742	1790.0

	row_number	customer_id	surname	credit_score	geography	gender	age	tenure	balance	num_of_products	has_cr_card	is_active_member	estimated_salary	exited	age_squared	balance_sqrt	log_credit_score	credit_score_num_of_products	age_balance	engagement_score	customer_value_normalized	product_density	balance_salary_ratio	credit_score_age_ratio	tenure_age_ratio	credit_salary_ratio	balance_indicator	life_stage	cs_category	tenure_group	credit_score_gender	balance_age	salary_rank_geography
9990	9991	15798964	Nkemakonam	714	Germany	Male	33	3	35016.60	1	1	0	53667.08	0	1089	187.127229	6.570883	714	1155547.80	0.5	0.657911	2.855788e-05	0.652478	21.636364	0.090909	0.013304	low	adulthood	high	new	650.276892	76448.987534	668.0
9991	9992	15769959	Ajuluchukwu	597	France	Female	53	4	88381.21	1	1	0	69384.71	1	2809	297.289774	6.391917	597	4684204.13	0.5	0.949196	1.131462e-05	1.273785	11.264151	0.075472	0.008604	low	senior	medium	intermediate	650.831389	87894.037838	1737.0
9992	9993	15657105	Chukwualuka	726	Spain	Male	36	2	0.00	1	1	0	195192.40	0	1296	0.000000	6.587550	726	0.00	0.5	1.225999	1.000000e+06	0.000000	20.166667	0.055556	0.003719	low	middle_age	high	new	650.276892	72727.087895	2420.0
9993	9994	15569266	Rahman	644	France	Male	28	7	155060.41	1	1	0	29179.52	0	784	393.777107	6.467699	644	4341691.48	0.5	1.013925	6.449099e-06	5.314015	23.000000	0.250000	0.022070	high	adulthood	medium	long_standing	650.276892	73159.736740	721.0
9994	9995	15719294	Wood	800	France	Female	29	2	0.00	2	0	0	167773.55	0	841	0.000000	6.684612	1600	0.00	0.4	1.338899	2.000000e+06	0.000000	27.586207	0.068966	0.004768	low	adulthood	high	new	650.831389	68990.370057	4209.0
9995	9996	15606229	Obijiaku	771	France	Male	39	5	0.00	2	1	0	96270.64	0	1521	0.000000	6.647688	1542	0.00	0.7	0.981371	2.000000e+06	0.000000	19.769231	0.128205	0.008009	low	middle_age	high	intermediate	650.276892	74285.289031	2441.0
9996	9997	15569892	Johnstone	516	France	Male	35	10	57369.61	1	1	1	101699.77	0	1225	239.519540	6.246107	516	2007936.35	1.0	0.987175	1.743083e-05	0.564108	14.742857	0.285714	0.005074	low	adulthood	medium	long_standing	650.276892	77410.406709	2573.0
9997	9998	15584532	Liu	709	France	Female	36	7	0.00	1	0	1	42085.58	1	1296	0.000000	6.563856	709	0.00	0.7	0.460436	1.000000e+06	0.000000	19.694444	0.194444	0.016847	low	middle_age	high	long_standing	650.831389	72727.087895	1032.0
9998	9999	15682355	Sabbatini	772	Germany	Male	42	3	75075.31	2	1	0	92888.52	1	1764	273.998741	6.648985	1544	3153163.02	0.7	1.263686	2.663992e-05	0.808230	18.380952	0.071429	0.008311	low	middle_age	high	new	650.276892	76785.311745	1148.0
9999	10000	15628319	Walker	792	France	Female	28	4	130142.79	1	1	0	38190.78	0	784	360.753087	6.674561	792	3643998.12	0.5	0.959669	7.683868e-06	3.407702	28.285714	0.142857	0.020738	low	adulthood	high	intermediate	650.831389	73159.736740	938.0

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)